N-D labeled arrays and datasets in Python
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excited to be able to talk to @napari_imaging in the near future!
Today, napari users can’t fully leverage Xarray’s labeled metadata, as slider names, units & dimensions often get out of sync. That’s changing, as napari, Xarray & CellProfiler devs begin a collab to build true metadata-aware visualization across sciences
earthmover.io/blog/scientifi…
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Check out our new API for seasonal aggreggations, including support for custom seasons!
`ds.resample(time=SeasonResampler(["DJF", "MAM", "JJAS", "ON"]).mean()`
and
`ds.groupby(time=SeasonGrouper(["DJFM", "MAMJ", "JJAS", "SOND"]).mean()`
xarray.dev/blog/season-group…
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Read about our plans to accelerate Xarray adoption in the biological sciences, funded by a @ChanZuckerberg EOSS grant!
xarray.dev/blog/xarray-biolo…
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Our friend's over at @zarr_dev made a big release today!
Xarray v2025.01.1 was also released today with full support for Zarr-Python 3 🚀
🎉 Zarr-Python 3 is here! 🎉
- Full support for Zarr v3 spec
- Chunk-sharding for more efficient data storage
- Major performance boosts with async I/O & parallel compression
💻 pip install --upgrade zarr
Blog post: zarr.dev/blog/zarr-python-3-…
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Read about the latest improvement to GroupBy.map with Dask: xarray.dev/blog/dask-detrend…
Thanks to Patrick Hoefler of @CoiledHQ for the great work here!
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Xarray + Zarr just got a big upgrade! 🧊
🚀 We are thrilled to announce the release of the Icechunk storage engine, a new open-source library and specification for the storage of multidimensional array (a.k.a. tensor) data in cloud object storage.
Read our blog post about Icechunk here: earthmover.io/blog/icechunk
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🎉
At long last Xarray can now group by multiple arrays. The culmination of 3 years of on/off work
xarray.dev/blog/multiple-gro…
Try it!
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Bioscience users get ready, Xarray is about to catch fire 🔥!
❤️ 👇
We’re honored to be awarded the @cziscience Essential Open Source Software for Science funding to accelerate the adoption of @xarray_dev in the biomedical community.
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Many of our survey respondents are asking for better apply_ufunc tutorial material. What else would you like? Tell us at forms.gle/KEq7WviCdz9xTaJX6
Extensive apply-ufunc tutorial material is here btw: tutorial.xarray.dev/advanced…
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At the moment, our survey results are skewed by intermediate-level Xarray users. We'd like to hear more from newer users. Please take ~5mins to fill out the survey and help us help you more!
forms.gle/MqYw8gEjYynAM3Gq7
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Do you use Xarray in a field outside the Earth Sciences? If so, we WANT to hear from you in our 2024 User Survey: forms.gle/X73jTQVmWxB14xSg7.
Our current sampling is pretty skewed!
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Getting my Pull Request accepted by @xarray_dev is a big win for me! Huge thanks to @TEGNicholasCode and the team for their support and guidance. #OpenSource #Milestone"
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Thanks! Go work at @EarthmoverHQ as a Xarray community developer and help me work better with biomedical analytics workflows!
jobs.gusto.com/postings/eart…
✨@EarthmoverHQ is hiring their first #Xarray community developer: jobs.gusto.com/postings/eart…
Don't miss a chance to be part of something truly transformative!
P.S. Excited to see that community building work in open source is being funded.
@zarr_dev @xarray_dev
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Thanks to @cherian_deepak @scotty_h_q @JessicaScheick @TEGNicholasCode @n_sobhani @andersy005 @EmMar_22 & Don Setiawan
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41% of respondents use an AI chatbot for their xarray questions. Do you?
Xarray's 2024 User Survey is live now. Please take ~5 minutes to fill it out and help us improve Xarray.
Thank you for your support!
forms.gle/KEq7WviCdz9xTaJX6
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New blog post about the revamped Xarray tutorial!
xarray.dev/blog/xarray-tutor…
Many thanks to @NASA Open Source Tools, Frameworks, and Libraries program for funding this work!
See the tutorial material here: tutorial.xarray.dev/intro.ht…
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Xarray's 2024 User Survey is live now. Please take ~5 minutes to fill it out and help us improve Xarray.
Thank you for your support!
forms.gle/KEq7WviCdz9xTaJX6
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Take a look at tutorial.xarray.dev/ for great tutorials aimed at all levels of expertise.
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